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Causality and Correlation Graph Modeling for Effective and Explainable Session-Based Recommendation

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-73280-6_5openalex-snapshot

Session Based Recommendations Using Recurrent Neural Networks - Long Short-Term Memory

inferredcites →https://doi.org/10.1007/s10707-021-00439-wopenalex-snapshot

Graph neural network based model for multi-behavior session-based recommendation

inferredcites →https://doi.org/10.1016/j.neucom.2021.10.034openalex-snapshot

Improving graph neural network for session-based recommendation system via non-sequential interactions

inferredcites →https://doi.org/10.1109/access.2021.3069846openalex-snapshot

Hierarchical Context-Aware Recurrent Network for Session-Based Recommendation

inferredcites →https://doi.org/10.1109/icdm.2018.00035openalex-snapshot

Self-Attentive Sequential Recommendation

inferredcites →https://doi.org/10.1137/1.9781611976700.10openalex-snapshot

Session-based Recommendation with Hypergraph Attention Networks

inferredcites →https://doi.org/10.1145/1772690.1772773openalex-snapshot

Factorizing personalized Markov chains for next-basket recommendation

inferredcites →https://doi.org/10.1145/2505515.2505639openalex-snapshot

Personalized point-of-interest recommendation by mining users' preference transition

inferredcites →https://doi.org/10.1145/2507157.2507215openalex-snapshot

Personalized next-song recommendation in online karaokes

inferredcites →https://doi.org/10.1145/2766462.2767755openalex-snapshot

Image-Based Recommendations on Styles and Substitutes

inferredcites →https://doi.org/10.1145/2783258.2783381openalex-snapshot

Inferring Networks of Substitutable and Complementary Products

inferredcites →https://doi.org/10.1145/2872427.2883037openalex-snapshot

Ups and Downs

inferredcites →https://doi.org/10.1145/3109859.3109896openalex-snapshot

Personalizing Session-based Recommendations with Hierarchical Recurrent Neural Networks

inferredcites →https://doi.org/10.1145/3159652.3159656openalex-snapshot

Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding

inferredcites →https://doi.org/10.1145/3219819.3219950openalex-snapshot

STAMP

inferredcites →https://doi.org/10.1145/3240323openalex-snapshot

Proceedings of the 12th ACM Conference on Recommender Systems

inferredcites →https://doi.org/10.1145/3240323.3240360openalex-snapshot

Causal embeddings for recommendation

inferredcites →https://doi.org/10.1145/3240323.3240368openalex-snapshot

Quality-aware neural complementary item recommendation

inferredcites →https://doi.org/10.1145/3292500.3330839openalex-snapshot

Streaming Session-based Recommendation

inferredcites →https://doi.org/10.1145/3340531.3412014openalex-snapshot

Star Graph Neural Networks for Session-based Recommendation

inferredcites →https://doi.org/10.1145/3357384.3357895openalex-snapshot

BERT4Rec

inferredcites →https://doi.org/10.1145/3357384.3358010openalex-snapshot

Rethinking the Item Order in Session-based Recommendation with Graph Neural Networks

inferredcites →https://doi.org/10.1145/3382764openalex-snapshot

Exploiting Cross-session Information for Session-based Recommendation with Graph Neural Networks

inferredcites →https://doi.org/10.1145/3383313.3412225openalex-snapshot

Causal Inference for Recommender Systems

inferredcites →https://doi.org/10.1145/3394486.3403170openalex-snapshot

Handling Information Loss of Graph Neural Networks for Session-based Recommendation

inferredcites →https://doi.org/10.1145/3397271.3401109openalex-snapshot

GAG

inferredcites →https://doi.org/10.1145/3397271.3401142openalex-snapshot

Global Context Enhanced Graph Neural Networks for Session-based Recommendation

inferredcites →https://doi.org/10.1145/3404835.3463112openalex-snapshot

Temporal Augmented Graph Neural Networks for Session-Based Recommendations

inferredcites →https://doi.org/10.1145/3414685.3417834openalex-snapshot

Reinforced FDM

inferredcites →https://doi.org/10.1145/3444944openalex-snapshot

A Survey on Causal Inference

inferredcites →https://doi.org/10.1145/3459637.3482071openalex-snapshot

CauSeR

inferredcites →https://doi.org/10.1145/3459637.3482388openalex-snapshot

Self-Supervised Graph Co-Training for Session-based Recommendation

inferredcites →https://doi.org/10.1145/3474085.3475266openalex-snapshot

CausalRec: Causal Inference for Visual Debiasing in Visually-Aware Recommendation

inferredcites →https://doi.org/10.1145/371920.372071openalex-snapshot

Item-based collaborative filtering recommendation algorithms

inferredcites →https://doi.org/10.18653/v1/p19-1openalex-snapshot

Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics

inferredcites →https://doi.org/10.24963/ijcai.2019/547openalex-snapshot

Graph Contextualized Self-Attention Network for Session-based Recommendation

inferredcites →https://doi.org/10.3390/e23111500openalex-snapshot

Personal Interest Attention Graph Neural Networks for Session-Based Recommendation

inferredcites →https://doi.org/10.48550/arxiv.1808.06581openalex-snapshot

The Deconfounded Recommender: A Causal Inference Approach to Recommendation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/widm.70024openalex-snapshot

Exploring Causal Learning Through Graph Neural Networks: An In‐Depth Review

inferred← citeshttps://doi.org/10.1007/978-3-031-88711-6_4openalex-snapshot

Feature Attribution Explanations of Session-Based Recommendations

inferred← citeshttps://doi.org/10.1007/s11280-025-01394-4openalex-snapshot

From interests to behavior: hierarchical causal-inspired structure modeling for personalized news recommendation

inferred← citeshttps://doi.org/10.1007/s13042-025-02901-9openalex-snapshot

Self-supervised session-based recommendation model based on global causal structure learning

inferred← citeshttps://doi.org/10.1016/j.neunet.2024.106675openalex-snapshot

Knowledge-reinforced explainable next basket recommendation

inferred← citeshttps://doi.org/10.1109/icde55515.2023.00101openalex-snapshot

A Generic Reinforced Explainable Framework with Knowledge Graph for Session-based Recommendation

inferred← citeshttps://doi.org/10.1145/3696413openalex-snapshot

Graph and Sequential Neural Networks in Session-based Recommendation: A Survey

inferred← citeshttps://doi.org/10.1145/3729224openalex-snapshot

CaGE: A Causality-inspired Graph Neural Network Explainer for Recommender Systems

inferred← citeshttps://doi.org/10.1145/3772273openalex-snapshot

Review of Explainable Graph-Based Recommender Systems

inferred← citeshttps://doi.org/10.1145/3795766.3799741openalex-snapshot

APLE: A Framework for Adaptable and Personalized Live Explainability for Recommender Systems

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